Executive Summary

This sub-scenario ensures that when a ReAct session ends or is terminated, it can deliver complete answers, generate playable timelines, trigger audit/compliance processes, and write back strategies. The goal is to achieve 100% playback generation success rate, ensure key nodes have timestamps and operators, and allow audits to complete within 30 seconds; when logs are missing or violations are detected, automatically generate investigation tickets and block strategies from continuing to launch.

Scope & Guardrails

• In Scope: Result summarization, citation and confidence display, playback trace generation, audit queries, user/audit feedback collection, strategy weight/threshold updates, missing log detection, compliance tickets.
• Out of Scope: Knowledge base update processes, manual approval implementation details, business report formatting.
• Environment & Flags: react-audit-timeline, react-feedback-loop, audit-gap-detector; depends on Audit Service, Telemetry, Workflow/Compliance platforms, Dashboard.

Participants & Responsibilities

Scope	Repository	Layer	Responsibilities & Deliverables	Owners
playback-service	powerx	service	Playback trace generation, timeline visualization, citation/metric binding	Agent Platform Guild
audit-pipeline	powerx	ops	Audit queries, gap detection, compliance tickets, report generation	Ops Reliability Center
feedback-loop	powerx	service	User ratings, audit annotations, strategy weight/threshold updates	Agent Platform Guild

End-to-End Flow

1. Stage 1 – Closure Summary: Reasoner generates answers, key conclusions, citations, and confidence based on final Observations, and writes to answer templates.
2. Stage 2 – Timeline Assembly: Playback service collects all Thought/Action/Observation, plugin logs, and approval records to generate ordered timelines and diff comparisons.
3. Stage 3 – Audit & Feedback: Auditors/users can request playback, annotate "correct/needs improvement", and if gaps are found, trigger audit-gap-detector to automatically generate tickets.
4. Stage 4 – Strategy Update & Reporting: Update strategy weights or risk thresholds based on feedback, write metrics to monitoring platform, and generate daily/weekly reports.

Architecture Diagram

Key Interactions & Contracts

• APIs / Events
  • POST /internal/react/playback: Input Trace ID or conversation ID, return timeline, citations, approval records.
  • GET /internal/react/playback/{id}: For console/audit interface queries, support pagination and filtering.
  • POST /internal/react/feedback: Record user/audit evaluations, tags, attachments, strategy suggestions.
  • EVENT react.audit.gap_detected: Triggered when logs are missing or data is inconsistent, carrying severity level and handling recommendations.
• Configs / Schemas
  • config/react/playback_layout.yaml, config/audit/reports/react_audit.yaml, schemas/react_feedback.json.
  • Playback storage structure: reports/react/<tenant>/<trace_id>.jsonl.
• Security / Compliance
  • Playback is only visible to authorized roles, audit logs must record accessors.
  • Sensitive data is redacted in the playback interface, with original audit references retained.

Usecase Links

• UC-AGENT-REACT-AUDIT-001 — ReAct Playback and Audit Closed Loop (ops layer, docs/usecases-seeds/SCN-AGENT-REACT-ORCH-001/UC-AGENT-REACT-AUDIT-001.md).

Acceptance Criteria

1. Playback generation success rate 100%, average time <5 seconds; missing fields alert immediately.
2. Key nodes (Thought/Action/Observation/approval) all have timestamps, operators, citations, and results.
3. Auditors can retrieve any Trace within 30 seconds and export reports or generate compliance tickets.
4. User/audit feedback is written back to strategy weights or risk thresholds within 10 minutes, with version recorded.

Telemetry & Ops

• Metrics: react.playback.latency_ms, react.playback.gap_total, react.audit.feedback_total, react.audit.approval_rate, react.strategy.update_total.
• Logs/Audit: audit.react_playback saves timeline summary, accessor information, gap detection results; audit.react_feedback saves ratings and tags.
• Alerts: Playback failure, missing logs, audit access anomalies, feedback processing timeout; notify Ops on-call, Teams #agent-audit, compliance email.
• Tools: scripts/qa/react-playback-check.mjs --trace <id>, node scripts/qa/workflow-metrics.mjs --metric react.playback.latency_ms.

Open Issues & Follow-ups

Risk/Issue	Impact Scope	Owner	ETA
Playback storage growth and tiering strategy not evaluated	Cost, query latency	Ops Reliability Center	2025-03-07
Audit annotation interface lacks batch operation capability	Audit efficiency	Agent Platform Guild	2025-03-11

Appendix

• docs/meta/scenarios/powerx/agent-and-automation/agent-orchestration/react-agent-orchestration/primary.md
• docs/_data/docmap.yaml